Study: Humans Outperform AI at Detecting Deepfake Videos
New research reveals a surprising detection gap: while machines excel at spotting deepfake images, humans consistently outperform AI systems when identifying synthetic videos.
4 Architectures Enabling Million-Token AI Context Windows
How modern AI models process massive context without quadratic memory explosion: Sparse Attention, Linear Attention, State Space Models, and Memory-Augmented transformers explained.
Sparse-Orthogonal LoRA Enables Wireless Federated LLM Training
New research introduces SO-LoRA, combining sparse and orthogonal low-rank adaptation to enable efficient multi-task LLM fine-tuning over wireless networks with reduced interference.
CREDIT: Certified DNN Ownership Against Model Extraction
New research introduces CREDIT, a certified framework for verifying deep neural network ownership and defending against model extraction attacks through provable security guarantees.
OpenAI Prevails in xAI Trade Secrets Legal Battle
Federal judge dismisses Elon Musk's xAI trade secrets claims against OpenAI, marking a significant legal victory with implications for AI industry talent movement and competitive dynamics.
Deepfake Interview Fraud Emerges as Critical Enterprise Risk
Enterprises face a growing threat from deepfake-enabled interview fraud, where bad actors use real-time face swapping and voice cloning to impersonate candidates during remote hiring processes.
Mechanistic Tracing Reveals How LLMs Navigate Pain-Pleasure Decis
New research goes beyond behavioral analysis to trace the internal mechanisms LLMs use when weighing competing reward signals, offering insights into AI decision-making at the circuit level.
New Benchmark Tests How LLM Agents Scale at Inference Time
Researchers introduce a new benchmark for evaluating how general LLM agents perform when given additional compute resources at inference time, addressing a critical gap in agent evaluation.
ML Sampling + LLM Labeling: A New Framework for Content Moderatio
New research proposes combining ML-assisted sampling with LLM labeling to measure policy-violating content at scale, offering a methodological breakthrough for detecting synthetic media and deepfakes.
Anthropic Staff Share Sale Values AI Safety Leader at $61B
Anthropic launches secondary share sale worth up to $6B, valuing the Claude maker at $61B as it competes with OpenAI for AI dominance and attracts major backing from Google and Salesforce.
5 Essential Metrics for Evaluating AI Agent Performance
Moving beyond simple accuracy, these five metrics—task success rate, tool usage accuracy, context coherence, response latency, and safety compliance—reveal what truly matters when assessing AI agents.
Deepfake Fraud Surge Drives Cybersecurity ETF Investment Thesis
Rising deepfake fraud incidents are creating new investment opportunities in cybersecurity ETFs as detection and authentication technologies become critical enterprise priorities.